{"id":"W4403405586","doi":"10.1093/bjsopen/zrae119","title":"Colorectal cancer prevalence in faecal immunochemical test non-returners: potential for health inequality in symptomatic referral pathways","year":2024,"lang":"en","type":"article","venue":"BJS Open","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"Medical Research Council; Cancer Research UK; Scottish Government","keywords":"Medicine; Colorectal cancer; Referral; Internal medicine; Cohort; Test (biology); Cancer; Demographics; Gastroenterology; Demography; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001170402,0.0001199126,0.0002370978,0.001169464,0.0005148319,0.0009454618,0.0004341398,0.00048815,0.002613795],"category_scores_gemma":[0.008291547,0.0001474358,0.0002830863,0.001476042,0.00058344,0.0008785952,0.001208652,0.0005553775,0.0002490879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007632835,"about_ca_system_score_gemma":0.0005487652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01497956,"about_ca_topic_score_gemma":0.01318931,"domain_scores_codex":[0.998311,0.0005734586,0.0001431256,0.0002852974,0.0002310955,0.0004558701],"domain_scores_gemma":[0.9952095,0.001122643,0.002437109,0.0001663918,0.0003482976,0.0007160961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002221038,0.00001298474,0.9989554,0.000004451466,0.000007985465,0.00005332885,0.0001897938,0.00002192045,0.00003193163,0.00003744975,0.00004048329,0.0006220401],"study_design_scores_gemma":[0.000001642821,0.00003169348,0.9987518,0.000009482445,0.000003954447,0.0001679249,0.000724501,0.0001828112,0.00001395277,0.00005154211,0.00005833861,0.000002397368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991965,0.0000985011,0.00005830762,0.0002322306,0.000002984924,0.000004838398,0.0001070494,0.000001273567,0.0002984366],"genre_scores_gemma":[0.999832,0.00002588897,0.00001933484,0.00002740456,0.000004513044,0.000003037257,0.00005726076,6.332551e-7,0.00002984364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01497956,"threshold_uncertainty_score":0.02978474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04795720089092941,"score_gpt":0.3789352174193585,"score_spread":0.3309780165284291,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}